This Data Science with SQL Server and R Training in Ireland introduces R programming, statistics, data mining, and machine learning, and shows how to apply data science within SQL Server and the Microsoft BI stack.

R is the most popular environment and language for statistical analysis, data mining, and machine learning. Its scalable version runs inside SQL Server, Power BI, and Azure ML. While the main focus of the course is R, it also covers how to integrate other Microsoft BI tools like Python, T-SQL, Power BI, Azure ML, and Excel for data science tasks.
Labs focus on R, but demos also feature other languages.

Why This Course?

Compare R and Python
Learn unsupervised learning techniques
Perform matrix operations
Visualize relationships between variables
Prepare data for analytics
Understand supervised learning models

We can organize this training at your preferred date and location. Contact Us!

Prerequisites

Basic understanding of data analysis
Familiarity with SQL Server tools

What You Will Learn

By the end of this Data Science with SQL Server and R Training in Ireland, you will have gained knowledge and skills in the following areas:

Program in R from scratch using R Engine and RStudio
Understand the lifecycle of a data science project
Perform data exploration and preparation
Analyze relationships between variables using intermediate statistics
Apply linear modeling and Bayesian inference
Use R in SQL Server, Power BI, and Azure ML
Explore how Python can be used across all tools via demos

Training Outline

Module 1: Introducing Data Science and R

Definitions: statistics, data mining, machine learning
Data science project lifecycle
Introduction to R and its tools
R data structures
Lab 1

Module 2: Introducing Python

Basic syntax and objects
Data manipulation with NumPy and Pandas
Visualizations with Matplotlib and Seaborn
Machine learning with Scikit-Learn
Lab 2: R vs Python

Module 3: Data Overview

Datasets, cases, and variables
Variable types
Discrete and continuous variable statistics
Basic graphs and visualizations
Sampling, confidence levels and intervals
Lab 2

Module 4: Data Preparation

Derived variables
Handling missing values and outliers
Smoothing and normalization
Time series
Training and test set creation
Lab 3

Module 5: Associations Between Variables

Covariance and correlation
Contingency tables and chi-squared test
T-tests and ANOVA
Bayesian inference
Linear modeling
Lab 4

Module 6: Feature Selection and Matrix Operations

Feature selection in linear models
Basic matrix algebra
Principal component analysis (PCA)
Exploratory factor analysis
Lab 5

Module 7: Unsupervised Learning

Hierarchical clustering
K-means clustering
Association rules
Lab 6

Module 8: Supervised Learning

Neural networks
Logistic regression
Decision and regression trees
Random forests
Gradient boosting
K-nearest neighbors
Lab 7

Module 9: Modern Topics

Support vector machines
Time series forecasting
Text mining
Deep learning
Reinforcement learning
Lab 8

Module 10: R in SQL Server and Microsoft BI

ML Services (In-Database) architecture
Executing external scripts in SQL Server
Model storage and native prediction execution
Using R in Azure ML and Power BI
Lab 9

Why Choose Us

Experience live, interactive learning from the comfort of your home or office with Bilginç IT Academy's Online Instructor-Led Data Science with SQL Server and R Training in Ireland. Engage directly with expert trainers in a virtual environment that mirrors the energy and schedule of a physical classroom.

Live Sessions: Join scheduled classes with a live instructor and other delegates in real-time.
Interactive Experience: Engage in group activities, hands-on labs, and direct Q&A sessions with your trainer and peers.
Global Expert Trainers: Learn from a handpicked global pool of expert trainers with deep industry experience.
Proven Expertise: Benefit from over 30 years of quality training experience, equipping you with lasting skills for success.
Scalable Delivery: Accessible worldwide, including Ireland, with flexible scheduling to meet your professional needs.

Immerse yourself in our most sought-after learning style for Data Science with SQL Server and R Training in Ireland. Our hand-picked classroom venues in Ireland offer an invaluable human touch, providing a focused and interactive environment for professional growth.

Highly Experienced Trainers: Boost your skills with trainers boasting 10-20+ years of real-world experience.
State-of-the-Art Venues: Learn in high-standard facilities designed to ensure a comfortable and distraction-free experience.
Small Class Sizes: Our limited class sizes foster meaningful discussions and a personalized learning journey.
Best Value: Achieve your certification with high-quality training and competitive pricing.

Streamline your organization's training requirements with Bilginç IT Academy’s Onsite Data Science with SQL Server and R Training in Ireland. Experience expert-led learning at your own business premises, tailored to your corporate goals.

Tailored Learning Experience: Customize the training content to fit your unique business projects or specific technical needs.
Maximize Training Budget: Eliminate travel and accommodation costs, focusing your entire budget on the training itself.
Team Building Opportunity: Enhance team bonding and collaboration through shared learning experiences in your workspace.
Progress Monitoring: Track and evaluate your employees' progression and performance with relative ease and direct oversight.

Why have you chosen us?

I have attended a training from Bilginc IT Academy before and I was satisfied.

I have attended a training from a different provider and it was not helpful.

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0 – 50

50 – 250

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Data Science with SQL Server and R Training in Ireland

Why This Course?

Prerequisites

What You Will Learn

Training Outline

Module 1: Introducing Data Science and R

Module 2: Introducing Python

Module 3: Data Overview

Module 4: Data Preparation

Module 5: Associations Between Variables

Module 6: Feature Selection and Matrix Operations

Module 7: Unsupervised Learning

Module 8: Supervised Learning

Module 9: Modern Topics

Module 10: R in SQL Server and Microsoft BI

Why Choose Us

Data Science with SQL Server and R Training Course in Ireland Schedule

Blog posts related to Data Science with SQL Server and R Training Course in Ireland

Data Science with SQL Server and R Training in Ireland

Why This Course?

Prerequisites

What You Will Learn

Training Outline

Module 1: Introducing Data Science and R

Module 2: Introducing Python

Module 3: Data Overview

Module 4: Data Preparation

Module 5: Associations Between Variables

Module 6: Feature Selection and Matrix Operations

Module 7: Unsupervised Learning

Module 8: Supervised Learning

Module 9: Modern Topics

Module 10: R in SQL Server and Microsoft BI

Why Choose Us

Online Instructor-Led Training (VILT)

Classroom Based Learning

Onsite / In-House Learning

Data Science with SQL Server and R Training Course in Ireland Schedule

Blog posts related to Data Science with SQL Server and R Training Course in Ireland

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